simplicial complex

Contrastive Learning with Simplicial Convolutional Networks for Short-Text Classification ICML 2025 IsUMap: Manifold Learning and Data Visualization Leveraging Vietoris-Rips Filtrations AAAI 2025 MANTRA: The Manifold Triangulations Assemblage ICLR 2025 Clifford Group Equivariant Simplicial Message Passing Networks ICLR 2024 Euler Characteristic Tools for Topological Data Analysis JMLR 2024 Higher-Order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes AAAI 2024 Hodge-Compositional Edge Gaussian Processes AISTATS 2024 Learning From Simplicial Data Based on Random Walks and 1D Convolutions ICLR 2024 Simplicial Representation Learning with Neural k-Forms ICLR 2024 TopoX: A Suite of Python Packages for Machine Learning on Topological Domains JMLR 2024 Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes AAAI 2024 E$(n)$ Equivariant Message Passing Simplicial Networks ICML 2023 Facilitating Graph Neural Networks with Random Walk on Simplicial Complexes NeurIPS 2023 Interaction Measures, Partition Lattices and Kernel Tests for High-Order Interactions NeurIPS 2023 Limits of Dense Simplicial Complexes JMLR 2023 Promoting Topic Coherence and Inter-Document Consorts in Multi-Document Summarization via Simplicial Complex and Sheaf Graph EMNLP 2023 Simplicial Hopfield networks ICLR 2023 Topological Point Cloud Clustering ICML 2023 TopoSRL: Topology preserving self-supervised Simplicial Representation Learning NeurIPS 2023 BScNets: Block Simplicial Complex Neural Networks AAAI 2022 Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 2022 SGAT: Simplicial Graph Attention Network IJCAI 2022 Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling ICML 2021 Weisfeiler and Lehman Go Cellular: CW Networks NeurIPS 2021 Weisfeiler and Lehman Go Topological: Message Passing Simplicial Networks ICML 2021